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The Advancement of a Technique Using Principal Component Analysis for the Non-Intrusive Depth Profiling of Radioactive Contamination

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The Advancement of a Technique Using Principal Component Analysis for the Non-Intrusive Depth Profiling of Radioactive Contamination. / Adams, Jamie; Joyce, Malcolm; Mellor, M.
In: IEEE Transactions on Nuclear Science, Vol. 59, No. 4, 08.2012, p. 1448-1452.

Research output: Contribution to Journal/MagazineJournal articlepeer-review

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Adams J, Joyce M, Mellor M. The Advancement of a Technique Using Principal Component Analysis for the Non-Intrusive Depth Profiling of Radioactive Contamination. IEEE Transactions on Nuclear Science. 2012 Aug;59(4):1448-1452. doi: 10.1109/TNS.2012.2189128

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Adams, Jamie ; Joyce, Malcolm ; Mellor, M. / The Advancement of a Technique Using Principal Component Analysis for the Non-Intrusive Depth Profiling of Radioactive Contamination. In: IEEE Transactions on Nuclear Science. 2012 ; Vol. 59, No. 4. pp. 1448-1452.

Bibtex

@article{9724e0fea2e04ee9bd8aef64e6ea5332,
title = "The Advancement of a Technique Using Principal Component Analysis for the Non-Intrusive Depth Profiling of Radioactive Contamination",
abstract = "A significant development of the principal component analysis technique, to non-intrusively infer the depth of the fission fragment cesium-137, when it is buried under silica sand has been described. In this paper we describe the advancement of the technique by further validating it using blind tests for applications outside of the laboratory, where not only the depth (z) but also the surface (x,y) location of gamma-ray emitting contamination is often poorly characterized. Also uncertainty analysis has been conducted to test the robustness of the technique. At present the technique has been tested at the point of maximum activity above the entrained -ray emitting source (where the optimal , location is known). This is not usually practical in poorly characterized environments where the detector cannot be conveniently placed at such an optimal location to begin with and scanning at multiple points around the region of interest is often required. Using a uniform scanning time, the point of maximum intensity can be located by sampling in terms of total count rate, and converging on this optimal point of maximum intensity",
keywords = "Depth profiling, gamma-rays, gamma spectroscopy, principal component analysis, radioactive contamination, shielding",
author = "Jamie Adams and Malcolm Joyce and M. Mellor",
year = "2012",
month = aug,
doi = "10.1109/TNS.2012.2189128",
language = "English",
volume = "59",
pages = "1448--1452",
journal = "IEEE Transactions on Nuclear Science",
issn = "0018-9499",
publisher = "IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC",
number = "4",

}

RIS

TY - JOUR

T1 - The Advancement of a Technique Using Principal Component Analysis for the Non-Intrusive Depth Profiling of Radioactive Contamination

AU - Adams, Jamie

AU - Joyce, Malcolm

AU - Mellor, M.

PY - 2012/8

Y1 - 2012/8

N2 - A significant development of the principal component analysis technique, to non-intrusively infer the depth of the fission fragment cesium-137, when it is buried under silica sand has been described. In this paper we describe the advancement of the technique by further validating it using blind tests for applications outside of the laboratory, where not only the depth (z) but also the surface (x,y) location of gamma-ray emitting contamination is often poorly characterized. Also uncertainty analysis has been conducted to test the robustness of the technique. At present the technique has been tested at the point of maximum activity above the entrained -ray emitting source (where the optimal , location is known). This is not usually practical in poorly characterized environments where the detector cannot be conveniently placed at such an optimal location to begin with and scanning at multiple points around the region of interest is often required. Using a uniform scanning time, the point of maximum intensity can be located by sampling in terms of total count rate, and converging on this optimal point of maximum intensity

AB - A significant development of the principal component analysis technique, to non-intrusively infer the depth of the fission fragment cesium-137, when it is buried under silica sand has been described. In this paper we describe the advancement of the technique by further validating it using blind tests for applications outside of the laboratory, where not only the depth (z) but also the surface (x,y) location of gamma-ray emitting contamination is often poorly characterized. Also uncertainty analysis has been conducted to test the robustness of the technique. At present the technique has been tested at the point of maximum activity above the entrained -ray emitting source (where the optimal , location is known). This is not usually practical in poorly characterized environments where the detector cannot be conveniently placed at such an optimal location to begin with and scanning at multiple points around the region of interest is often required. Using a uniform scanning time, the point of maximum intensity can be located by sampling in terms of total count rate, and converging on this optimal point of maximum intensity

KW - Depth profiling

KW - gamma-rays

KW - gamma spectroscopy

KW - principal component analysis

KW - radioactive contamination

KW - shielding

U2 - 10.1109/TNS.2012.2189128

DO - 10.1109/TNS.2012.2189128

M3 - Journal article

VL - 59

SP - 1448

EP - 1452

JO - IEEE Transactions on Nuclear Science

JF - IEEE Transactions on Nuclear Science

SN - 0018-9499

IS - 4

ER -